Multiplicative Gating as a Learned Additive Path Through Time

The Constant Error Carousel: How LSTMs Solved the Memory Problem | Explained

The Long Short-Term Memory (LSTM) architecture resolves the vanishing gradient problem in recurrent neural networks by introducing a cell state highway that allows error gradients to propagate additi…